{"id":"https://openalex.org/W2950745044","doi":"https://doi.org/10.1007/978-3-030-23204-7_19","title":"Evaluating Machine Learning Approaches to Classify Pharmacy Students\u2019 Reflective Statements","display_name":"Evaluating Machine Learning Approaches to Classify Pharmacy Students\u2019 Reflective Statements","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2950745044","doi":"https://doi.org/10.1007/978-3-030-23204-7_19","mag":"2950745044"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-23204-7_19","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-23204-7_19","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100347838","display_name":"Ming Liu","orcid":"https://orcid.org/0000-0003-4256-6531"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Ming Liu","raw_affiliation_strings":["University of Technology Sydney, Sydney, 2008, Australia"],"raw_orcid":"https://orcid.org/0000-0003-4256-6531","affiliations":[{"raw_affiliation_string":"University of Technology Sydney, Sydney, 2008, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057774051","display_name":"Simon Buckingham Shum","orcid":"https://orcid.org/0000-0002-6334-7429"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Simon Buckingham Shum","raw_affiliation_strings":["University of Technology Sydney, Sydney, 2008, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Technology Sydney, Sydney, 2008, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065166396","display_name":"Efi Mantzourani","orcid":"https://orcid.org/0000-0002-6313-1409"},"institutions":[{"id":"https://openalex.org/I79510175","display_name":"Cardiff University","ror":"https://ror.org/03kk7td41","country_code":"GB","type":"education","lineage":["https://openalex.org/I79510175"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Efi Mantzourani","raw_affiliation_strings":["Cardiff University, Cardiff, CF10 3AT, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cardiff University, Cardiff, CF10 3AT, UK","institution_ids":["https://openalex.org/I79510175"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050623047","display_name":"Cherie Lucas","orcid":"https://orcid.org/0000-0002-7857-2338"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Cherie Lucas","raw_affiliation_strings":["University of Technology Sydney, Sydney, 2008, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Technology Sydney, Sydney, 2008, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100347838"],"corresponding_institution_ids":["https://openalex.org/I114017466"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"220","last_page":"230"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12500","display_name":"Reflective Practices in Education","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12500","display_name":"Reflective Practices in Education","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10959","display_name":"Student Assessment and Feedback","score":0.9775000214576721,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7588943243026733},{"id":"https://openalex.org/keywords/rhetorical-question","display_name":"Rhetorical question","score":0.7207563519477844},{"id":"https://openalex.org/keywords/reflection","display_name":"Reflection (computer programming)","score":0.6061765551567078},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.5632078647613525},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5431974530220032},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5198298096656799},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4802986979484558},{"id":"https://openalex.org/keywords/reflective-writing","display_name":"Reflective writing","score":0.45605015754699707},{"id":"https://openalex.org/keywords/reflective-practice","display_name":"Reflective practice","score":0.4304695129394531},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.42696547508239746},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3176197111606598},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.28552329540252686},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.267050176858902},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1981431245803833},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.1317998766899109},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.11751383543014526}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7588943243026733},{"id":"https://openalex.org/C192562157","wikidata":"https://www.wikidata.org/wiki/Q316694","display_name":"Rhetorical question","level":2,"score":0.7207563519477844},{"id":"https://openalex.org/C65682993","wikidata":"https://www.wikidata.org/wiki/Q1056451","display_name":"Reflection (computer programming)","level":2,"score":0.6061765551567078},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.5632078647613525},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5431974530220032},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5198298096656799},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4802986979484558},{"id":"https://openalex.org/C2778376612","wikidata":"https://www.wikidata.org/wiki/Q7307325","display_name":"Reflective writing","level":2,"score":0.45605015754699707},{"id":"https://openalex.org/C132413290","wikidata":"https://www.wikidata.org/wiki/Q7307322","display_name":"Reflective practice","level":2,"score":0.4304695129394531},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.42696547508239746},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3176197111606598},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.28552329540252686},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.267050176858902},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1981431245803833},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.1317998766899109},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.11751383543014526},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-030-23204-7_19","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-23204-7_19","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:https://orca.cardiff.ac.uk:127563","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401195","display_name":"ORCA Online Research @Cardiff (Cardiff University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79510175","host_organization_name":"Cardiff University","host_organization_lineage":["https://openalex.org/I79510175"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/137785","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/137785","pdf_url":null,"source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceeding"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8999999761581421,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W27341848","https://openalex.org/W185133887","https://openalex.org/W218853445","https://openalex.org/W1514131547","https://openalex.org/W1528113134","https://openalex.org/W1563088657","https://openalex.org/W1773329089","https://openalex.org/W1781614846","https://openalex.org/W1990572737","https://openalex.org/W2023736093","https://openalex.org/W2058732827","https://openalex.org/W2065756680","https://openalex.org/W2090299671","https://openalex.org/W2106695994","https://openalex.org/W2118522652","https://openalex.org/W2133990480","https://openalex.org/W2140910804","https://openalex.org/W2153222072","https://openalex.org/W2214851693","https://openalex.org/W2298032215","https://openalex.org/W2341884480","https://openalex.org/W2397519120","https://openalex.org/W2467018467","https://openalex.org/W2494547434","https://openalex.org/W2511117069","https://openalex.org/W2518712911","https://openalex.org/W2519942451","https://openalex.org/W2523258810","https://openalex.org/W2529430547","https://openalex.org/W2547049206","https://openalex.org/W2592147208","https://openalex.org/W2595522556","https://openalex.org/W2607945361","https://openalex.org/W2773440961","https://openalex.org/W2791401923","https://openalex.org/W2793111457","https://openalex.org/W2911964244","https://openalex.org/W2911994647","https://openalex.org/W6600169857"],"related_works":["https://openalex.org/W1940579141","https://openalex.org/W2102156813","https://openalex.org/W304795077","https://openalex.org/W2978264147","https://openalex.org/W2804620118","https://openalex.org/W3006198468","https://openalex.org/W1122808970","https://openalex.org/W3009465954","https://openalex.org/W2759800334","https://openalex.org/W3087138437"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
